{"id":"W4245263179","doi":"10.1007/978-1-4614-4262-2_10","title":"Corrosion","year":2012,"lang":"en","type":"book-chapter","venue":"Applied Chemistry","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Corrosion; Corrosion prevention; Forensic engineering; Environmental science; Engineering; Business; Metallurgy; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002415921,0.001332462,0.0006606348,0.001485964,0.001191676,0.002213259,0.0009652252,0.001272608,0.1040723],"category_scores_gemma":[0.0003874848,0.0004849184,0.0005384394,0.0008500321,0.0007569545,0.001303476,0.001520245,0.002319588,0.08512907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001229963,"about_ca_system_score_gemma":0.001135281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002804371,"about_ca_topic_score_gemma":0.006288978,"domain_scores_codex":[0.9993984,0.00002504553,0.00001683158,0.0001030053,0.00041033,0.00004646694],"domain_scores_gemma":[0.9998746,0.000007848729,0.000005467791,0.00001754827,0.00008199087,0.00001254361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004830942,0.00006897262,0.0001464686,0.0006213245,0.0000114501,0.0001677016,0.0002532476,0.0003966858,0.01729911,0.06999005,0.461446,0.4495507],"study_design_scores_gemma":[0.000002218902,0.00001171312,0.0001162018,0.00004079445,0.000003179171,0.000130589,0.00002455053,0.00007078343,0.003052062,0.002085912,0.9944571,0.000004823948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000974783,0.01062003,0.006361075,0.001512195,0.002688858,0.00006649589,0.0003806124,0.0005610284,0.9768348],"genre_scores_gemma":[0.003359038,0.004378675,0.001106121,0.000377272,0.0002047797,0.0000220067,0.0002279947,0.00009074463,0.9902333],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1040723,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009179039800036273,"score_gpt":0.1748883468175327,"score_spread":0.1657093070174964,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}